5.1 BETTER GARBAGE DETECTION Image Dataset
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v1
2023-04-27 10:54am
Generated on Apr 27, 2023
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YOLOv9
TXT annotations and YAML config used with YOLOv9.
YOLOv8
TXT annotations and YAML config used with YOLOv8.
YOLOv5
TXT annotations and YAML config used with YOLOv5.
YOLOv7
TXT annotations and YAML config used with YOLOv7.
COCO JSON
COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
YOLO Darknet
Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
TFRecord
TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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1686 Total Images
View All Images
Dataset Split
Train Set 82%
1389Images
Valid Set 6%
102Images
Test Set 12%
195Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 0 dropped
Augmentations
Outputs per training example: 2
Grayscale: Apply to 25% of images
Brightness: Between -25% and +25%
trash
996 images
litter
984 images
trash
984 images
garbage-collection
2483 images
garbage-detection
2523 images